GPU Cloud Guides
Practical analysis on GPU pricing, LLM infrastructure, and how to get the most out of cloud compute.
CUDA Out of Memory? How to Move Your AI Project to the Cloud in 10 Minutes
Hit 'CUDA out of memory' on your local machine? This guide shows you exactly how to move your AI workload to a cloud GPU — from picking the right GPU to running your first job, in under 10 minutes.
Google Colab Alternatives in 2025: Faster GPUs, No Disconnects
Tired of Google Colab timeouts, slow GPUs, and limited VRAM? These paid Colab alternatives give you persistent sessions, better GPUs, and predictable pricing. Compared side by side.
How to Run DeepSeek R1 & V3 on Cloud GPU (Cheapest Options 2025)
DeepSeek R1 and V3 are among the most capable open-source models but require serious GPU memory. Here's how to run them affordably on cloud GPUs without paying OpenAI prices.
5 RunPod Alternatives That Are Cheaper in 2025
RunPod is popular but not always the cheapest GPU cloud. We compare Vast.ai, Lambda Labs, CoreWeave, Hyperstack, and Salad Cloud as alternatives — with real pricing data.
RunPod vs Vast.ai in 2025: Which GPU Marketplace Is Actually Cheaper?
RunPod and Vast.ai are the two biggest GPU marketplaces. We compare pricing, reliability, GPU selection, and developer experience to help you pick the right one for your workload.
How to Fine-Tune LLaMA 3 for Under $50 (Step-by-Step, 2025)
A practical guide to fine-tuning LLaMA 3 (8B or 70B) on a cloud GPU for under $50. Covers QLoRA setup, the cheapest GPU to rent, dataset preparation, and what to expect.
Best GPU Cloud for Stable Diffusion & Flux in 2025
Running Stable Diffusion SDXL or Flux locally but running out of VRAM? We compare the cheapest cloud GPUs for image generation — RTX 4090, A40, L40S pricing across RunPod, Vast.ai, and more.
Cheapest H100 Cloud Rental in 2025: Full Price Comparison
Which cloud provider offers the cheapest H100 GPU rentals in 2025? A regularly updated comparison of H100 SXM5 and NVL prices across Lambda Labs, CoreWeave, RunPod, Hyperstack, and others.
Your Local GPU Is Holding You Back: Signs It's Time to Move to Cloud
Running AI workloads on a local machine has real limits — VRAM, thermal throttling, single-GPU scale, and training time. Here's how to know when cloud GPU is the right move, and how to make the switch.
H100 vs A100: Which GPU Should You Rent for AI?
A detailed comparison of NVIDIA H100 and A100 cloud GPU pricing, performance, and when each makes financial sense for AI training and inference workloads.
Cheapest Cloud GPU for Running LLaMA 3, Mistral, and Other Open-Source LLMs
A practical guide to finding the cheapest GPU cloud provider for open-source LLM inference and fine-tuning. Covers GPU sizing, spot pricing, and which providers offer the best value in 2025.
RunPod vs Lambda Labs: Which GPU Cloud is Better in 2025?
A side-by-side comparison of RunPod and Lambda Labs for AI/ML workloads. Covers GPU selection, pricing, reliability, billing models, and which is better for your use case.
Best GPU for AI Inference in 2025: L40S vs A100 vs H100 Compared
Which GPU gives you the most inference throughput per dollar? A detailed comparison of L40S, A100, H100, and RTX 4090 for LLM inference workloads in 2025.
7 Ways to Cut Your GPU Cloud Costs by 50% or More
Practical strategies for reducing GPU cloud spending without sacrificing performance. From spot instances to right-sizing GPUs, these techniques work across all major cloud providers.